Pandas Profiling Report

Dataset statistics

Number of variables	13
Number of observations	380905
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	2585
Duplicate rows (%)	0.7%
Total size in memory	40.7 MiB
Average record size in memory	112.0 B

Variable types

Numeric	10
Categorical	3

Alerts

`quarter_end` has constant value ""	Constant
Dataset has 2585 (0.7%) duplicate rows	Duplicates
`total_away_score` is highly overall correlated with `posteam_score` and 2 other fields	High correlation
`posteam_score` is highly overall correlated with `total_away_score` and 1 other fields	High correlation
`defteam_score` is highly overall correlated with `total_away_score` and 2 other fields	High correlation
`score_differential` is highly overall correlated with `defteam_score`	High correlation
`yardline_100` is highly overall correlated with `ydsnet` and 1 other fields	High correlation
`ydsnet` is highly overall correlated with `yardline_100`	High correlation
`quarter_seconds_remaining` is highly overall correlated with `half_seconds_remaining`	High correlation
`half_seconds_remaining` is highly overall correlated with `quarter_seconds_remaining`	High correlation
`game_seconds_remaining` is highly overall correlated with `total_away_score` and 2 other fields	High correlation
`goal_to_go` is highly overall correlated with `yardline_100`	High correlation
`goal_to_go` is highly imbalanced (68.4%)	Imbalance
`total_away_score` has 92065 (24.2%) zeros	Zeros
`posteam_score` has 96109 (25.2%) zeros	Zeros
`defteam_score` has 78339 (20.6%) zeros	Zeros
`score_differential` has 70897 (18.6%) zeros	Zeros
`ydsnet` has 14361 (3.8%) zeros	Zeros

Reproduction

Analysis started	2023-08-27 17:38:58.807121
Analysis finished	2023-08-27 17:39:23.409350
Duration	24.6 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

total_away_score
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	57
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.223473

Minimum	0
Maximum	58
Zeros	92065
Zeros (%)	24.2%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	7
Q3	16
95-th percentile	28
Maximum	58
Range	58
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.4406222
Coefficient of variation (CV)	0.92342614
Kurtosis	0.54674777
Mean	10.223473
Median Absolute Deviation (MAD)	7
Skewness	0.93534377
Sum	3894172
Variance	89.125348
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	92065	24.2%
7	44070	11.6%
3	37281	9.8%
10	31256	8.2%
14	19681	5.2%
6	19384	5.1%
17	19214	5.0%
13	18657	4.9%
20	13122	3.4%
16	9195	2.4%
Other values (47)	76980	20.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	92065	24.2%
1	12	< 0.1%
2	303	0.1%
3	37281	9.8%
4	17	< 0.1%
5	336	0.1%
6	19384	5.1%
7	44070	11.6%
8	574	0.2%
9	7966	2.1%

Value	Count	Frequency (%)
58	75	< 0.1%
57	1	< 0.1%
55	21	< 0.1%
54	1	< 0.1%
52	7	< 0.1%
51	57	< 0.1%
50	21	< 0.1%
49	107	< 0.1%
48	134	< 0.1%
47	85	< 0.1%

posteam_score
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	60
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.192862

Minimum	0
Maximum	61
Zeros	96109
Zeros (%)	25.2%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	7
Q3	16
95-th percentile	28
Maximum	61
Range	61
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	9.5105477
Coefficient of variation (CV)	0.93305962
Kurtosis	0.59654333
Mean	10.192862
Median Absolute Deviation (MAD)	7
Skewness	0.94122004
Sum	3882512
Variance	90.450518
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	96109	25.2%
7	45150	11.9%
3	34899	9.2%
10	31308	8.2%
14	21045	5.5%
17	19252	5.1%
13	18107	4.8%
6	16649	4.4%
20	13041	3.4%
21	9172	2.4%
Other values (50)	76173	20.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	96109	25.2%
1	6	< 0.1%
2	794	0.2%
3	34899	9.2%
4	13	< 0.1%
5	360	0.1%
6	16649	4.4%
7	45150	11.9%
8	531	0.1%
9	7013	1.8%

Value	Count	Frequency (%)
61	6	< 0.1%
59	16	< 0.1%
58	38	< 0.1%
56	9	< 0.1%
55	28	< 0.1%
54	30	< 0.1%
53	6	< 0.1%
52	41	< 0.1%
51	88	< 0.1%
50	16	< 0.1%

defteam_score
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	60
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.429215

Minimum	0
Maximum	61
Zeros	78339
Zeros (%)	20.6%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	10
Q3	17
95-th percentile	31
Maximum	61
Range	61
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	10.011376
Coefficient of variation (CV)	0.87594609
Kurtosis	0.39619462
Mean	11.429215
Median Absolute Deviation (MAD)	7
Skewness	0.87075602
Sum	4353445
Variance	100.22765
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78339	20.6%
7	45213	11.9%
3	35570	9.3%
10	31377	8.2%
14	21492	5.6%
17	19814	5.2%
13	18785	4.9%
6	16584	4.4%
20	14272	3.7%
24	10211	2.7%
Other values (50)	89248	23.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78339	20.6%
1	7	< 0.1%
2	543	0.1%
3	35570	9.3%
4	4	< 0.1%
5	330	0.1%
6	16584	4.4%
7	45213	11.9%
8	522	0.1%
9	7229	1.9%

Value	Count	Frequency (%)
61	16	< 0.1%
59	17	< 0.1%
58	36	< 0.1%
56	23	< 0.1%
55	48	< 0.1%
54	26	< 0.1%
53	14	< 0.1%
52	71	< 0.1%
51	113	< 0.1%
50	36	< 0.1%

score_differential
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	111
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.2363529

Minimum	-59
Maximum	59
Zeros	70897
Zeros (%)	18.6%
Negative	175308
Negative (%)	46.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	-59
5-th percentile	-20
Q1	-7
median	0
Q3	4
95-th percentile	17
Maximum	59
Range	118
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	10.819541
Coefficient of variation (CV)	-8.7511751
Kurtosis	1.3913711
Mean	-1.2363529
Median Absolute Deviation (MAD)	7
Skewness	-0.028861485
Sum	-470933
Variance	117.06246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	70897	18.6%
-7	29017	7.6%
-3	25455	6.7%
7	22156	5.8%
3	18726	4.9%
-4	13819	3.6%
-10	13346	3.5%
4	12748	3.3%
-14	9992	2.6%
-6	9904	2.6%
Other values (101)	154845	40.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-59	17	< 0.1%
-56	10	< 0.1%
-55	10	< 0.1%
-54	32	< 0.1%
-52	6	< 0.1%
-51	7	< 0.1%
-49	12	< 0.1%
-48	5	< 0.1%
-47	7	< 0.1%
-46	6	< 0.1%

Value	Count	Frequency (%)
59	16	< 0.1%
56	1	< 0.1%
55	4	< 0.1%
54	6	< 0.1%
52	13	< 0.1%
51	4	< 0.1%
49	21	< 0.1%
48	11	< 0.1%
47	8	< 0.1%
46	6	< 0.1%

yardline_100
Real number (ℝ)

HIGH CORRELATION

Distinct	99
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.381137

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	1
5-th percentile	8
Q1	34
median	56
Q3	73
95-th percentile	87
Maximum	99
Range	98
Interquartile range (IQR)	39

Descriptive statistics

Standard deviation	24.623895
Coefficient of variation (CV)	0.47009088
Kurtosis	-0.89395917
Mean	52.381137
Median Absolute Deviation (MAD)	19
Skewness	-0.35768351
Sum	19952237
Variance	606.33621
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	15769	4.1%
75	11620	3.1%
60	6226	1.6%
70	6191	1.6%
65	6132	1.6%
69	5962	1.6%
71	5881	1.5%
55	5712	1.5%
66	5643	1.5%
74	5635	1.5%
Other values (89)	306134	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3842	1.0%
2	2322	0.6%
3	2242	0.6%
4	2368	0.6%
5	2613	0.7%
6	2383	0.6%
7	2403	0.6%
8	2355	0.6%
9	2575	0.7%
10	2691	0.7%

Value	Count	Frequency (%)
99	667	0.2%
98	679	0.2%
97	703	0.2%
96	861	0.2%
95	1129	0.3%
94	1158	0.3%
93	1194	0.3%
92	1678	0.4%
91	1810	0.5%
90	2679	0.7%

down
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 MiB

1.0	153106
2.0	114463
3.0	73815
4.0	39521

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1142715
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	2.0
3rd row	3.0
4th row	4.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	153106	40.2%
2.0	114463	30.1%
3.0	73815	19.4%
4.0	39521	10.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	153106	40.2%
2.0	114463	30.1%
3.0	73815	19.4%
4.0	39521	10.4%

Most occurring characters

Value	Count	Frequency (%)
.	380905	33.3%
0	380905	33.3%
1	153106	13.4%
2	114463	10.0%
3	73815	6.5%
4	39521	3.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	761810	66.7%
Other Punctuation	380905	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	380905	50.0%
1	153106	20.1%
2	114463	15.0%
3	73815	9.7%
4	39521	5.2%

Other Punctuation

Value	Count	Frequency (%)
.	380905	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1142715	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	380905	33.3%
0	380905	33.3%
1	153106	13.4%
2	114463	10.0%
3	73815	6.5%
4	39521	3.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1142715	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	380905	33.3%
0	380905	33.3%
1	153106	13.4%
2	114463	10.0%
3	73815	6.5%
4	39521	3.5%

goal_to_go
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 MiB

0.0	359183
1.0	21722

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1142715
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	359183	94.3%
1.0	21722	5.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	359183	94.3%
1.0	21722	5.7%

Most occurring characters

Value	Count	Frequency (%)
0	740088	64.8%
.	380905	33.3%
1	21722	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	761810	66.7%
Other Punctuation	380905	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	740088	97.1%
1	21722	2.9%

Other Punctuation

Value	Count	Frequency (%)
.	380905	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1142715	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	740088	64.8%
.	380905	33.3%
1	21722	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1142715	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	740088	64.8%
.	380905	33.3%
1	21722	1.9%

ydstogo
Real number (ℝ)

Distinct	47
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.6028826

Minimum	1
Maximum	50
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	6
median	10
Q3	10
95-th percentile	15
Maximum	50
Range	49
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	4.1032932
Coefficient of variation (CV)	0.47696724
Kurtosis	2.8601606
Mean	8.6028826
Median Absolute Deviation (MAD)	1
Skewness	0.65018532
Sum	3276881
Variance	16.837015
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
10	174115	45.7%
1	20168	5.3%
5	19591	5.1%
6	19113	5.0%
7	19067	5.0%
8	18237	4.8%
4	16669	4.4%
9	15906	4.2%
3	15385	4.0%
2	14567	3.8%
Other values (37)	48087	12.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	20168	5.3%
2	14567	3.8%
3	15385	4.0%
4	16669	4.4%
5	19591	5.1%
6	19113	5.0%
7	19067	5.0%
8	18237	4.8%
9	15906	4.2%
10	174115	45.7%

Value	Count	Frequency (%)
50	1	< 0.1%
48	2	< 0.1%
46	1	< 0.1%
44	2	< 0.1%
43	2	< 0.1%
42	2	< 0.1%
41	2	< 0.1%
40	7	< 0.1%
39	2	< 0.1%
38	3	< 0.1%

ydsnet
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	153
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.758171

Minimum	-87
Maximum	99
Zeros	14361
Zeros (%)	3.8%
Negative	25484
Negative (%)	6.7%
Memory size	5.8 MiB

Quantile statistics

Minimum	-87
5-th percentile	-2
Q1	7
median	22
Q3	45
95-th percentile	75
Maximum	99
Range	186
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	24.754666
Coefficient of variation (CV)	0.89179745
Kurtosis	-0.6001352
Mean	27.758171
Median Absolute Deviation (MAD)	17
Skewness	0.63075657
Sum	10573226
Variance	612.79348
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14361	3.8%
9	9988	2.6%
5	9486	2.5%
4	9047	2.4%
3	8718	2.3%
2	8532	2.2%
6	8278	2.2%
7	7951	2.1%
11	7691	2.0%
8	7503	2.0%
Other values (143)	289350	76.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-87	1	< 0.1%
-84	1	< 0.1%
-83	1	< 0.1%
-77	3	< 0.1%
-73	2	< 0.1%
-69	2	< 0.1%
-68	1	< 0.1%
-59	2	< 0.1%
-56	1	< 0.1%
-55	2	< 0.1%

Value	Count	Frequency (%)
99	59	< 0.1%
98	88	< 0.1%
97	88	< 0.1%
96	128	< 0.1%
95	158	< 0.1%
94	208	0.1%
93	154	< 0.1%
92	274	0.1%
91	304	0.1%
90	429	0.1%

quarter_seconds_remaining
Real number (ℝ)

HIGH CORRELATION

Distinct	901
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	430.09812

Minimum	0
Maximum	900
Zeros	108
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	0
5-th percentile	34
Q1	183
median	420
Q3	666
95-th percentile	863
Maximum	900
Range	900
Interquartile range (IQR)	483

Descriptive statistics

Standard deviation	271.36997
Coefficient of variation (CV)	0.63094899
Kurtosis	-1.2516275
Mean	430.09812
Median Absolute Deviation (MAD)	241
Skewness	0.10432105
Sum	1.6382652 × 10⁸
Variance	73641.663
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
900	7734	2.0%
120	4317	1.1%
895	1135	0.3%
894	976	0.3%
896	805	0.2%
115	777	0.2%
114	699	0.2%
35	686	0.2%
859	683	0.2%
116	676	0.2%
Other values (891)	362417	95.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	108	< 0.1%
1	326	0.1%
2	519	0.1%
3	554	0.1%
4	536	0.1%
5	511	0.1%
6	465	0.1%
7	518	0.1%
8	535	0.1%
9	535	0.1%

Value	Count	Frequency (%)
900	7734	2.0%
899	48	< 0.1%
898	42	< 0.1%
897	310	0.1%
896	805	0.2%
895	1135	0.3%
894	976	0.3%
893	651	0.2%
892	418	0.1%
891	324	0.1%

half_seconds_remaining
Real number (ℝ)

HIGH CORRELATION

Distinct	1801
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	837.98723

Minimum	0
Maximum	1800
Zeros	78
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	0
5-th percentile	49
Q1	343
median	826
Q3	1308
95-th percentile	1709
Maximum	1800
Range	1800
Interquartile range (IQR)	965

Descriptive statistics

Standard deviation	542.63671
Coefficient of variation (CV)	0.64754771
Kurtosis	-1.2427489
Mean	837.98723
Median Absolute Deviation (MAD)	482
Skewness	0.098046766
Sum	3.1919352 × 10⁸
Variance	294454.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
900	5306	1.4%
120	4103	1.1%
1800	2458	0.6%
1795	828	0.2%
1794	708	0.2%
115	599	0.2%
114	503	0.1%
1796	499	0.1%
35	484	0.1%
116	480	0.1%
Other values (1791)	364937	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78	< 0.1%
1	218	0.1%
2	397	0.1%
3	417	0.1%
4	385	0.1%
5	372	0.1%
6	315	0.1%
7	347	0.1%
8	377	0.1%
9	359	0.1%

Value	Count	Frequency (%)
1800	2458	0.6%
1799	41	< 0.1%
1798	20	< 0.1%
1797	148	< 0.1%
1796	499	0.1%
1795	828	0.2%
1794	708	0.2%
1793	436	0.1%
1792	240	0.1%
1791	166	< 0.1%

game_seconds_remaining
Real number (ℝ)

HIGH CORRELATION

Distinct	3601
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1731.2225

Minimum	0
Maximum	3600
Zeros	36
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	0
5-th percentile	120
Q1	819
median	1796
Q3	2620
95-th percentile	3406
Maximum	3600
Range	3600
Interquartile range (IQR)	1801

Descriptive statistics

Standard deviation	1047.4144
Coefficient of variation (CV)	0.60501431
Kurtosis	-1.1645925
Mean	1731.2225
Median Absolute Deviation (MAD)	902
Skewness	0.039970015
Sum	6.5943132 × 10⁸
Variance	1097077
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
900	2672	0.7%
2700	2634	0.7%
1920	2081	0.5%
120	2022	0.5%
3600	1263	0.3%
1800	1237	0.3%
3595	419	0.1%
1795	409	0.1%
3594	358	0.1%
1794	350	0.1%
Other values (3591)	367460	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36	< 0.1%
1	75	< 0.1%
2	121	< 0.1%
3	154	< 0.1%
4	128	< 0.1%
5	146	< 0.1%
6	111	< 0.1%
7	130	< 0.1%
8	128	< 0.1%
9	109	< 0.1%

Value	Count	Frequency (%)
3600	1263	0.3%
3599	17	< 0.1%
3598	8	< 0.1%
3597	86	< 0.1%
3596	270	0.1%
3595	419	0.1%
3594	358	0.1%
3593	209	0.1%
3592	96	< 0.1%
3591	67	< 0.1%

quarter_end
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 MiB

0	380905

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	380905
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	380905	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	380905	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	380905	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	380905	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	380905	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	380905	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	380905	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	380905	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	380905	100.0%

Auto

Heatmap
Table

	total_away_score	posteam_score	defteam_score	score_differential	yardline_100	ydstogo	ydsnet	quarter_seconds_remaining	half_seconds_remaining	game_seconds_remaining	down	goal_to_go
total_away_score	1.000	0.720	0.716	-0.040	-0.028	0.013	0.009	-0.187	-0.347	-0.707	0.005	0.024
posteam_score	0.720	1.000	0.444	0.452	-0.030	0.010	-0.028	-0.179	-0.344	-0.718	0.007	0.011
defteam_score	0.716	0.444	1.000	-0.543	0.006	0.034	0.015	-0.195	-0.355	-0.709	0.014	0.010
score_differential	-0.040	0.452	-0.543	1.000	-0.030	-0.024	-0.057	0.034	0.040	0.040	0.011	0.010
yardline_100	-0.028	-0.030	0.006	-0.030	1.000	0.215	-0.653	0.100	0.109	0.069	0.051	0.845
ydstogo	0.013	0.010	0.034	-0.024	0.215	1.000	-0.192	-0.005	-0.011	-0.016	0.292	0.196
ydsnet	0.009	-0.028	0.015	-0.057	-0.653	-0.192	1.000	-0.067	-0.069	-0.026	0.060	0.358
quarter_seconds_remaining	-0.187	-0.179	-0.195	0.034	0.100	-0.005	-0.067	1.000	0.577	0.270	0.022	0.047
half_seconds_remaining	-0.347	-0.344	-0.355	0.040	0.109	-0.011	-0.069	0.577	1.000	0.491	0.025	0.061
game_seconds_remaining	-0.707	-0.718	-0.709	0.040	0.069	-0.016	-0.026	0.270	0.491	1.000	0.019	0.046
down	0.005	0.007	0.014	0.011	0.051	0.292	0.060	0.022	0.025	0.019	1.000	0.013
goal_to_go	0.024	0.011	0.010	0.010	0.845	0.196	0.358	0.047	0.061	0.046	0.013	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	yardline_100	down	ydstogo	ydsnet	quarter_seconds_remaining	half_seconds_remaining	game_seconds_remaining
1	58.0	1.0	10	5	893.0	1793.0	3593.0
2	53.0	2.0	5	2	856.0	1756.0	3556.0
3	56.0	3.0	8	2	815.0	1715.0	3515.0
4	56.0	4.0	8	2	807.0	1707.0	3507.0
5	98.0	1.0	10	0	796.0	1696.0	3496.0
6	98.0	2.0	10	4	760.0	1660.0	3460.0
7	94.0	3.0	6	2	731.0	1631.0	3431.0
8	96.0	4.0	8	2	694.0	1594.0	3394.0
9	43.0	1.0	10	3	684.0	1584.0	3384.0
10	40.0	2.0	7	13	648.0	1548.0	3348.0

	total_away_score	posteam_score	defteam_score	score_differential	yardline_100	down	ydstogo	ydsnet	quarter_seconds_remaining	half_seconds_remaining	game_seconds_remaining
449359	12	12.0	7.0	5.0	8.0	2.0	7	64	115.0	115.0	115.0
449361	12	12.0	7.0	5.0	5.0	3.0	4	64	111.0	111.0	111.0
449362	12	7.0	12.0	-5.0	80.0	1.0	10	19	104.0	104.0	104.0
449363	12	7.0	12.0	-5.0	71.0	2.0	1	19	82.0	82.0	82.0
449364	12	7.0	12.0	-5.0	71.0	3.0	1	19	77.0	77.0	77.0
449365	12	7.0	12.0	-5.0	66.0	1.0	10	19	64.0	64.0	64.0
449366	12	7.0	12.0	-5.0	66.0	2.0	10	19	63.0	63.0	63.0
449367	12	7.0	12.0	-5.0	66.0	3.0	10	19	58.0	58.0	58.0
449368	12	7.0	12.0	-5.0	61.0	4.0	5	19	38.0	38.0	38.0
449369	12	12.0	7.0	5.0	39.0	1.0	10	-1	35.0	35.0	35.0

Most frequently occurring

	yardline_100	down	ydstogo	ydsnet	quarter_seconds_remaining	half_seconds_remaining	game_seconds_remaining	# duplicates
530	80.0	1.0	10	0	900.0	1800.0	3600.0	125
532	80.0	1.0	10	1	900.0	1800.0	3600.0	61
547	80.0	1.0	10	5	900.0	1800.0	3600.0	61
537	80.0	1.0	10	2	900.0	1800.0	3600.0	57
540	80.0	1.0	10	3	900.0	1800.0	3600.0	56
333	75.0	1.0	10	0	900.0	1800.0	3600.0	55
379	75.0	1.0	10	75	900.0	1800.0	3600.0	52
543	80.0	1.0	10	4	900.0	1800.0	3600.0	46
554	80.0	1.0	10	9	900.0	1800.0	3600.0	34
548	80.0	1.0	10	6	900.0	1800.0	3600.0	33

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring